Refresh transformers dataset snapshot 20260716T000031Z

README.md

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 - eval set creation
 
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-            "number": 46922,
-            "title": "Fix yolos",
-            "url": "https://github.com/huggingface/transformers/pull/46922",
-            "state": "open",
+            "number": 46063,
+            "title": "Fix typo in Qwen2.5-Omni docs example (cant -> can)",
+            "url": "https://github.com/huggingface/transformers/pull/46063",
+            "state": "closed",
             "merged": false,
             "draft": false,
-            "created_at": "2026-06-26T15:31:48Z"
+            "created_at": "2026-05-19T04:45:27Z"
           },
           {
             "kind": "pull_request",
-            "number": 46776,
-            "title": "Add LocateAnything",
-            "url": "https://github.com/huggingface/transformers/pull/46776",
-            "state": "open",
+            "number": 46062,
+            "title": "Fix article in ViTPose docs (a object detector -> an object detector)",
+            "url": "https://github.com/huggingface/transformers/pull/46062",
+            "state": "closed",
             "merged": false,
             "draft": false,
-            "created_at": "2026-06-19T16:54:56Z"
+            "created_at": "2026-05-19T04:44:53Z"
           }
         ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 43979,
-            "title": "Call to contributions: refactor output tracing in transformers",
-            "url": "https://github.com/huggingface/transformers/issues/43979",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-02-13T15:02:46Z"
-          }
-        ]
+        "issues": []
       },
       "fetch_error": null
     },
@@ -11496,12 +11496,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akhushali9",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akhushali9",
       "repo_first_seen_at": "2025-11-26T16:41:09Z",
-      "repo_last_seen_at": "2026-07-10T22:33:26Z",
+      "repo_last_seen_at": "2026-07-15T21:55:24Z",
       "repo_primary_artifact_count": 4,
-      "repo_artifact_count": 70,
+      "repo_artifact_count": 71,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 4,
-      "snapshot_comment_count": 32,
+      "snapshot_comment_count": 33,
       "snapshot_review_count": 17,
       "snapshot_review_comment_count": 17,
       "repo_association": "CONTRIBUTOR",
@@ -13544,14 +13544,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabcgco",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabcgco",
       "repo_first_seen_at": "2026-07-05T12:41:27Z",
-      "repo_last_seen_at": "2026-07-07T13:26:28Z",
+      "repo_last_seen_at": "2026-07-15T19:33:39Z",
       "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 22,
+      "repo_artifact_count": 31,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 10,
-      "snapshot_review_comment_count": 10,
+      "snapshot_comment_count": 1,
+      "snapshot_review_count": 14,
+      "snapshot_review_comment_count": 14,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -13884,12 +13884,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adaviswer",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adaviswer",
       "repo_first_seen_at": "2026-06-15T02:09:07Z",
-      "repo_last_seen_at": "2026-07-15T14:57:46Z",
+      "repo_last_seen_at": "2026-07-15T18:19:57Z",
       "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 30,
+      "repo_artifact_count": 31,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 2,
+      "snapshot_comment_count": 3,
       "snapshot_review_count": 13,
       "snapshot_review_comment_count": 13,
       "repo_association": "CONTRIBUTOR",
@@ -15717,12 +15717,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 186,
       "young_account": true,
       "follow_through_score": "weak",
@@ -24143,12 +24143,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asshivampeta",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asshivampeta",
       "repo_first_seen_at": "2026-07-04T17:25:37Z",
-      "repo_last_seen_at": "2026-07-08T15:29:42Z",
+      "repo_last_seen_at": "2026-07-15T20:16:16Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 11,
+      "repo_artifact_count": 12,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 6,
+      "snapshot_comment_count": 7,
       "snapshot_review_count": 2,
       "snapshot_review_comment_count": 2,
       "repo_association": "CONTRIBUTOR",
@@ -24649,6 +24649,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "vbayanag",
+      "name": null,
+      "profile_url": "https://github.com/vbayanag",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avbayanag",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avbayanag",
+      "repo_first_seen_at": "2026-07-15T21:33:52Z",
+      "repo_last_seen_at": "2026-07-15T21:33:52Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 1,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 1008,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 2,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 2,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47351,
+            "title": "Make Whisper mel magnitudes contiguous to avoid slow strided matmul on ROCm",
+            "url": "https://github.com/huggingface/transformers/pull/47351",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-15T21:33:52Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "W-Akrabi",
       "name": "Waleed Akrabi",
@@ -24781,12 +24838,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 1478,
       "young_account": false,
       "follow_through_score": "weak",

new-contributors-report.md

@@ -1,21 +1,21 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260715T180032Z`
-- Generated: `2026-07-15T18:02:36Z`
+- Snapshot: `20260716T000031Z`
+- Generated: `2026-07-16T00:01:35Z`
 - Activity window: `60d`
-- Contributors: `368`
+- Contributors: `369`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 142 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 118 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 119 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 109 | 7 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 109 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 101 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 81 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
-| `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 82 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
+| `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 71 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 59 | 2 | mixed | low | low | targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 56 | 1 | strong | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 51 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
@@ -40,8 +40,8 @@
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 16 | 1 | weak | moderate | low | high open PR share |
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 15 | 0 | mixed | low | low | high open PR share |
+| `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 14 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 13 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 11 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `KartavyaDikshit` | [profile](https://github.com/KartavyaDikshit) | no | FIRST_TIME_CONTRIBUTOR | 1742d | `2026-06-22T01:23:43Z` | 11 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
@@ -213,7 +213,7 @@
 | `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `agesf` | [profile](https://github.com/agesf) | no | CONTRIBUTOR | 1259d | `2026-06-01T12:58:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ahwar` | [profile](https://github.com/Ahwar) | no | FIRST_TIME_CONTRIBUTOR | 3615d | `2026-06-05T15:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `ajayraj30002` | [profile](https://github.com/ajayraj30002) | yes | FIRST_TIME_CONTRIBUTOR | 186d | `2026-07-15T17:16:49Z` | 1 | 0 | weak | low | low | young account; no visible non-self stars |
+| `ajayraj30002` | [profile](https://github.com/ajayraj30002) | no | FIRST_TIME_CONTRIBUTOR | 186d | `2026-07-15T17:16:49Z` | 1 | 0 | weak | low | low | young account; no visible non-self stars |
 | `akoumpa` | [profile](https://github.com/akoumpa) | no | FIRST_TIME_CONTRIBUTOR | 917d | `2026-06-10T19:31:49Z` | 1 | 0 | mixed | low | low | high recent PR volume |
 | `AlexWortega` | [profile](https://github.com/AlexWortega) | no | NONE | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `amauryfa` | [profile](https://github.com/amauryfa) | no | FIRST_TIME_CONTRIBUTOR | 5598d | `2026-06-29T08:11:34Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -369,9 +369,10 @@
 | `trducng` | [profile](https://github.com/trducng) | no | CONTRIBUTOR | 3050d | `2026-05-18T04:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `vakudo` | [profile](https://github.com/vakudo) | no | NONE | 1218d | `2026-07-13T22:52:41Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `Vanshajrawat` | [profile](https://github.com/Vanshajrawat) | no | NONE | 1600d | `2026-05-30T19:38:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `vbayanag` | [profile](https://github.com/vbayanag) | yes | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-07-15T21:33:52Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `W-Akrabi` | [profile](https://github.com/W-Akrabi) | no | NONE | 1346d | `2026-06-07T22:07:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `wangyi7099` | [profile](https://github.com/wangyi7099) | no | FIRST_TIME_CONTRIBUTOR | 3473d | `2026-06-11T00:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `wasim-builds` | [profile](https://github.com/wasim-builds) | yes | FIRST_TIME_CONTRIBUTOR | 1478d | `2026-07-15T15:49:19Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
+| `wasim-builds` | [profile](https://github.com/wasim-builds) | no | FIRST_TIME_CONTRIBUTOR | 1478d | `2026-07-15T15:49:19Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `Yooniel` | [profile](https://github.com/Yooniel) | no | CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `YuChangHui` | [profile](https://github.com/YuChangHui) | no | FIRST_TIME_CONTRIBUTOR | 2154d | `2026-07-06T02:04:32Z` | 1 | 0 | strong | low | low | — |
 | `yuekaizhang` | [profile](https://github.com/yuekaizhang) | no | CONTRIBUTOR | 3305d | `2026-06-08T05:30:02Z` | 1 | 0 | mixed | moderate | low | high open PR share |
@@ -409,11 +410,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
 - repo first seen: `2025-03-19T10:58:02Z`
-- repo last seen: `2026-07-13T09:30:40Z`
+- repo last seen: `2026-07-15T18:51:15Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **118**
-- snapshot authored PRs/issues: **118 PRs / 0 issues**
+- repo primary artifacts: **119**
+- snapshot authored PRs/issues: **119 PRs / 0 issues**
 - snapshot discussion activity: **285 comments / 406 reviews / 658 review comments**
 - account age: **2036 days**
 - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
@@ -422,9 +423,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47348: Small improvement](https://github.com/huggingface/transformers/pull/47348) — closed, merged
 - [PR #47294: Kernel native causal_conv1d functions](https://github.com/huggingface/transformers/pull/47294) — open, draft
 - [PR #47203: Fix device_map computation when the no_split_modules have different sizes](https://github.com/huggingface/transformers/pull/47203) — closed, merged
-- [PR #47160: Restrict QuantizedCache to only full attention](https://github.com/huggingface/transformers/pull/47160) — closed, merged
 
 ### `tarekziade`
 
@@ -507,11 +508,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2024-02-08T22:19:09Z`
-- repo last seen: `2026-07-15T16:54:04Z`
+- repo last seen: `2026-07-15T21:08:23Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **83**
-- snapshot authored PRs/issues: **81 PRs / 2 issues**
+- repo primary artifacts: **84**
+- snapshot authored PRs/issues: **82 PRs / 2 issues**
 - snapshot discussion activity: **42 comments / 191 reviews / 319 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
@@ -520,9 +521,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #47345: [docs] FlashAttention kernel fallback](https://github.com/huggingface/transformers/pull/47345) — open
+- [PR #47350: [docs] Inkling](https://github.com/huggingface/transformers/pull/47350) — open
+- [PR #47345: [docs] FlashAttention kernel fallback](https://github.com/huggingface/transformers/pull/47345) — closed, merged
 - [PR #47327: [docs] Improve CLI copy](https://github.com/huggingface/transformers/pull/47327) — open
-- [PR #47324: [docs] DeepGEMM requirements](https://github.com/huggingface/transformers/pull/47324) — closed, merged
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
 
@@ -532,12 +533,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-07-15T13:07:50Z`
+- repo last seen: `2026-07-15T19:10:54Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **74**
-- snapshot authored PRs/issues: **70 PRs / 4 issues**
-- snapshot discussion activity: **205 comments / 774 reviews / 1545 review comments**
+- repo primary artifacts: **75**
+- snapshot authored PRs/issues: **71 PRs / 4 issues**
+- snapshot discussion activity: **206 comments / 775 reviews / 1545 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -545,9 +546,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47349: Fix inkling feature extractor](https://github.com/huggingface/transformers/pull/47349) — closed, merged
 - [PR #46792: Enable CB paged decode fast path for MPS hub kernels + sensible block_size default](https://github.com/huggingface/transformers/pull/46792) — open
 - [PR #46740: Allow metal-flash-sdpa for OpenAIPrivacyFilter on MPS](https://github.com/huggingface/transformers/pull/46740) — open
-- [PR #46722: Reflect baked post-processor in `add_bos_token`/`add_eos_token`](https://github.com/huggingface/transformers/pull/46722) — open
 - [Issue #45882: Reduce peak memory during quantization of MoE models (follow-up to #43917)](https://github.com/huggingface/transformers/issues/45882) — open
 - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
 - [Issue #42954: XiaoMi MiMo](https://github.com/huggingface/transformers/issues/42954) — closed
@@ -728,12 +729,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-07-15T13:54:22Z`
+- repo last seen: `2026-07-15T22:05:40Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **40**
 - snapshot authored PRs/issues: **36 PRs / 4 issues**
-- snapshot discussion activity: **87 comments / 530 reviews / 486 review comments**
+- snapshot discussion activity: **87 comments / 540 reviews / 496 review comments**
 - account age: **2354 days**
 - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
 - public orgs: `huggingface`, `Chouafa`
@@ -1128,6 +1129,30 @@ Example artifacts:
 - [PR #47111: [Qwen3ASR] Add hotword parsing, and fix language parsing and training.](https://github.com/huggingface/transformers/pull/47111) — open
 - [PR #47002: Fix typo in Qwen3 ASR no_split_module](https://github.com/huggingface/transformers/pull/47002) — closed, merged
 
+### `molbap`
+
+- profile: [github.com/molbap](https://github.com/molbap)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
+- repo first seen: `2024-06-13T14:13:17Z`
+- repo last seen: `2026-07-15T18:19:39Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **15**
+- snapshot authored PRs/issues: **14 PRs / 1 issues**
+- snapshot discussion activity: **54 comments / 262 reviews / 741 review comments**
+- account age: **2914 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47347: Add Inkling model](https://github.com/huggingface/transformers/pull/47347) — closed, merged
+- [PR #47253: 🚨 Pass tp_plan from lm_heads](https://github.com/huggingface/transformers/pull/47253) — closed, merged
+- [PR #46922: Fix yolos](https://github.com/huggingface/transformers/pull/46922) — open
+- [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
+
 ### `AI-Safeter`
 
 - profile: [github.com/AI-Safeter](https://github.com/AI-Safeter)
@@ -1151,30 +1176,6 @@ Example artifacts:
 - [PR #46063: Fix typo in Qwen2.5-Omni docs example (cant -> can)](https://github.com/huggingface/transformers/pull/46063) — closed
 - [PR #46062: Fix article in ViTPose docs (a object detector -> an object detector)](https://github.com/huggingface/transformers/pull/46062) — closed
 
-### `molbap`
-
-- profile: [github.com/molbap](https://github.com/molbap)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
-- repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-07-14T07:57:24Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **14**
-- snapshot authored PRs/issues: **13 PRs / 1 issues**
-- snapshot discussion activity: **54 comments / 262 reviews / 741 review comments**
-- account age: **2914 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #47253: 🚨 Pass tp_plan from lm_heads](https://github.com/huggingface/transformers/pull/47253) — open
-- [PR #46922: Fix yolos](https://github.com/huggingface/transformers/pull/46922) — open
-- [PR #46776: Add LocateAnything](https://github.com/huggingface/transformers/pull/46776) — open
-- [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
-
 ### `Rohan5commit`
 
 - profile: [github.com/Rohan5commit](https://github.com/Rohan5commit)
@@ -3714,12 +3715,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akhushali9)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akhushali9)
 - repo first seen: `2025-11-26T16:41:09Z`
-- repo last seen: `2026-07-10T22:33:26Z`
+- repo last seen: `2026-07-15T21:55:24Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **32 comments / 17 reviews / 17 review comments**
+- snapshot discussion activity: **33 comments / 17 reviews / 17 review comments**
 - account age: **4292 days**
 - recent public PR activity: **3 PRs** (0 merged / 2 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **67%**, open rate **33%**)
 - public orgs: `systers`, `crowdresearch`
@@ -4345,12 +4346,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabcgco)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabcgco)
 - repo first seen: `2026-07-05T12:41:27Z`
-- repo last seen: `2026-07-07T13:26:28Z`
+- repo last seen: `2026-07-15T19:33:39Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 10 reviews / 10 review comments**
+- snapshot discussion activity: **1 comments / 14 reviews / 14 review comments**
 - account age: **2524 days**
 - recent public PR activity: **8 PRs** (1 merged / 2 closed-unmerged / 5 open; merged rate **12%**, closed-unmerged rate **25%**, open rate **62%**)
 - public orgs: none visible
@@ -4455,12 +4456,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adaviswer)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adaviswer)
 - repo first seen: `2026-06-15T02:09:07Z`
-- repo last seen: `2026-07-15T14:57:46Z`
+- repo last seen: `2026-07-15T18:19:57Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **2 comments / 13 reviews / 13 review comments**
+- snapshot discussion activity: **3 comments / 13 reviews / 13 review comments**
 - account age: **4261 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -5064,7 +5065,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aajayraj30002)
 - repo first seen: `2026-07-15T17:16:49Z`
 - repo last seen: `2026-07-15T17:48:53Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -8150,12 +8151,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asshivampeta)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asshivampeta)
 - repo first seen: `2026-07-04T17:25:37Z`
-- repo last seen: `2026-07-08T15:29:42Z`
+- repo last seen: `2026-07-15T20:16:16Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 2 reviews / 2 review comments**
+- snapshot discussion activity: **7 comments / 2 reviews / 2 review comments**
 - account age: **2929 days**
 - recent public PR activity: **8 PRs** (2 merged / 2 closed-unmerged / 4 open; merged rate **25%**, closed-unmerged rate **25%**, open rate **50%**)
 - public orgs: none visible
@@ -8333,6 +8334,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46302: docs: add docstrings to create_sinusoidal_embeddings in DistilBERT](https://github.com/huggingface/transformers/pull/46302) — closed
 
+### `vbayanag`
+
+- profile: [github.com/vbayanag](https://github.com/vbayanag)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avbayanag)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avbayanag)
+- repo first seen: `2026-07-15T21:33:52Z`
+- repo last seen: `2026-07-15T21:33:52Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1008 days**
+- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #47351: Make Whisper mel magnitudes contiguous to avoid slow strided matmul on ROCm](https://github.com/huggingface/transformers/pull/47351) — open
+
 ### `W-Akrabi`
 
 - profile: [github.com/W-Akrabi](https://github.com/W-Akrabi)
@@ -8382,7 +8404,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awasim-builds)
 - repo first seen: `2026-07-15T15:49:19Z`
 - repo last seen: `2026-07-15T16:27:17Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

new_contributors.parquet

@@ -1,3 +1,3 @@
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-size 65940
+oid sha256:fb031343d6e87268275d9ca98f89d4f475eaaafb8e585c186f9356519bef076b
+size 66082

pr-scope-clusters.json

@@ -1,7 +1,7 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260715T180032Z",
-  "generated_at": "2026-07-15T18:02:26Z",
+  "snapshot_id": "20260716T000031Z",
+  "generated_at": "2026-07-16T00:01:31Z",
   "cluster_count": 83,
   "pr_scope_clusters": [
     {
@@ -128,7 +128,7 @@
         {
           "left_pr_number": 44123,
           "right_pr_number": 45067,
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+          "similarity": 0.475,
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           "breadth_similarity": 1.0,
@@ -209,7 +209,7 @@
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           "right_pr_number": 45055,
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@@ -224,7 +224,7 @@
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@@ -238,11 +238,11 @@
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-          "similarity": 0.44,
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+          "similarity": 0.439,
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           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -254,11 +254,11 @@
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         {
-          "left_pr_number": 43636,
-          "right_pr_number": 43651,
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@@ -625,7 +625,7 @@
           "left_pr_number": 43636,
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@@ -720,7 +720,7 @@
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           "left_pr_number": 43636,
           "right_pr_number": 45273,
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+          "similarity": 0.32,
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           "breadth_similarity": 1.0,
@@ -763,7 +763,7 @@
         47346
       ],
       "representative_pr_number": 47336,
-      "average_similarity": 0.426,
+      "average_similarity": 0.427,
       "summary": "7 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #47336.",
       "shared_filenames": [
         "src/transformers/modeling_utils.py"
@@ -776,8 +776,8 @@
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           "breadth_similarity": 1.0,
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           "breadth_similarity": 1.0,
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@@ -886,11 +886,11 @@
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@@ -902,11 +902,11 @@
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           "concentration_similarity": 1.0,
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           "right_pr_number": 47343,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -952,8 +952,8 @@
         {
           "left_pr_number": 45548,
           "right_pr_number": 47335,
-          "similarity": 0.397,
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           "concentration_similarity": 1.0,
@@ -968,8 +968,8 @@
         {
           "left_pr_number": 45649,
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-          "similarity": 0.394,
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           "left_pr_number": 47335,
           "right_pr_number": 47343,
-          "similarity": 0.375,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1000,8 +1000,8 @@
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           "left_pr_number": 45548,
           "right_pr_number": 47336,
-          "similarity": 0.36,
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           "breadth_similarity": 0.75,
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@@ -1014,12 +1014,12 @@
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-          "left_pr_number": 45548,
-          "right_pr_number": 45655,
-          "similarity": 0.355,
-          "content_similarity": 0.288,
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-          "breadth_similarity": 0.75,
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+          "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
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@@ -1030,12 +1030,12 @@
           ]
         },
         {
-          "left_pr_number": 47335,
-          "right_pr_number": 47346,
-          "similarity": 0.354,
-          "content_similarity": 0.264,
-          "size_similarity": 0.125,
-          "breadth_similarity": 1.0,
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+          "right_pr_number": 45655,
+          "similarity": 0.355,
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           "concentration_similarity": 1.0,
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@@ -1048,7 +1048,7 @@
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           "breadth_similarity": 1.0,
@@ -1064,8 +1064,8 @@
         {
           "left_pr_number": 47343,
           "right_pr_number": 47346,
-          "similarity": 0.329,
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       "summary": "5 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #45635.",
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@@ -2448,7 +2448,7 @@
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         47222
       ],
       "representative_pr_number": 44615,
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       "summary": "5 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
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         {
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         47017
       ],
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       "summary": "4 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45293.",
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         {
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@@ -4018,7 +4018,7 @@
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         {
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@@ -4591,7 +4591,7 @@
         {
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@@ -4823,7 +4823,7 @@
         47165
       ],
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+      "average_similarity": 0.452,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/apertus/configuration_apertus.py`, `src/transformers/models/apertus/modular_apertus.py`, `src/transformers/models/cohere/configuration_cohere.py`; representative PR #46269.",
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@@ -4849,8 +4849,8 @@
         {
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@@ -4882,8 +4882,8 @@
         {
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@@ -5075,7 +5075,7 @@
         {
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@@ -5093,7 +5093,7 @@
         {
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@@ -5184,7 +5184,7 @@
         46917
       ],
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+      "average_similarity": 0.412,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/image_processing_backends.py`; representative PR #46917.",
       "shared_filenames": [
         "src/transformers/image_processing_backends.py"
@@ -5213,8 +5213,8 @@
         {
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@@ -5229,8 +5229,8 @@
         {
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@@ -5244,96 +5244,6 @@
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-      "summary": "3 open PRs share weighted file overlap around `tests/models/nemotron_h/test_modeling_nemotron_h.py`, `tests/models/zamba2/test_modeling_zamba2.py`, `src/transformers/models/nemotron_h/modeling_nemotron_h.py`; representative PR #47250.",
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-        "tests/models/zamba2/test_modeling_zamba2.py",
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-        "tests/models",
-        "src/transformers",
-        "tests",
-        "src",
-        "src/transformers/models/nemotron_h",
-        "tests/models/zamba2",
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-            "tests/models/zamba2",
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-          "shared_filenames": [
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-          "shared_directories": [
-            "tests/models/nemotron_h",
-            "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
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     {
       "cluster_id": "pr-scope-44228-3",
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@@ -5380,7 +5290,7 @@
           "left_pr_number": 46324,
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@@ -6129,7 +6039,7 @@
           "left_pr_number": 43779,
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@@ -6259,7 +6169,7 @@
         46942
       ],
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-      "average_similarity": 0.612,
+      "average_similarity": 0.611,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/timesfm2_5/modular_timesfm2_5.py`, `src/transformers/models/timesfm2_5/modeling_timesfm2_5.py`; representative PR #46834.",
       "shared_filenames": [
         "src/transformers/models/timesfm2_5/modular_timesfm2_5.py",
@@ -6275,7 +6185,7 @@
         {
           "left_pr_number": 46834,
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-          "similarity": 0.612,
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           "size_similarity": 0.778,
           "breadth_similarity": 1.0,
@@ -6373,6 +6283,53 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45300-2",
+      "pr_numbers": [
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+        47250
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+      "representative_pr_number": 45300,
+      "average_similarity": 0.535,
+      "summary": "2 open PRs share weighted file overlap around `tests/models/nemotron_h/test_modeling_nemotron_h.py`, `src/transformers/models/nemotron_h/modeling_nemotron_h.py`; representative PR #45300.",
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